Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "163"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 163 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 44 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 42 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 163, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.326955 -0.480861 -1.495943 2.419664 0.574635 -0.025458 -0.371190 -0.150388 0.7385 0.6872 0.4047 nan nan
2459858 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.453302 11.016237 9.057826 9.853593 2.178396 2.886142 0.669310 1.252467 0.0274 0.0261 0.0011 1.247058 1.237521
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.400415 -0.083393 0.078519 0.041408 -0.661451 0.054936 0.830975 2.251186 0.0289 0.0258 0.0017 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 2.29% -0.631160 -1.210741 -0.679964 0.433922 -1.368224 0.015492 -0.315683 0.887606 0.7277 0.7096 0.3852 1.870808 1.598993
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% 0.180134 -1.044977 -0.842020 0.376014 -1.230433 -0.346623 0.254932 1.782955 0.7206 0.7299 0.4217 1.703944 1.482785
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% 0.215511 -1.054327 -0.857043 0.016652 -1.207178 -0.470932 -0.225603 1.737396 0.7343 0.7512 0.4309 1.511928 1.393813
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.189152 -0.634157 -0.813759 0.062871 -1.102587 0.363817 0.292869 2.159505 0.7565 0.7040 0.4152 1.769252 1.614316
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.54% 0.003441 -0.276000 -0.549055 -0.073871 -1.747458 -0.213021 -0.752996 -0.245614 0.8402 0.8395 0.2379 2.740619 2.676885
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 3.74% 0.746452 -0.247193 -0.668201 0.351970 -0.341454 1.875518 0.142539 1.912664 0.7757 0.7479 0.3342 1.727942 1.586059
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% 0.396922 -0.527392 -0.791723 0.264578 -1.095466 -0.012005 0.062480 2.146959 0.7609 0.7660 0.3451 1.640267 1.436344
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% 0.515232 -0.447375 -0.230918 0.242921 -1.435706 -0.156896 -0.516780 0.712714 0.7605 0.7589 0.3495 1.629703 1.471241
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% 0.500240 -0.141019 -0.004908 -0.692029 -1.547914 0.439501 -0.498763 0.824869 0.7357 0.7607 0.3702 1.625691 1.490290
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.477475 0.354283 -0.027877 -0.797848 0.134910 0.962994 5.277629 4.373523 0.7376 0.6976 0.4237 3.270274 3.119052
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% 1.255008 0.109983 0.419487 -0.869708 -0.822403 0.485884 -0.202431 1.642427 0.8373 0.6718 0.4913 1.680339 1.406950
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 16.02% 0.00% 0.781907 0.273222 0.692061 -0.572595 -1.294675 -0.329542 0.030173 0.945489 0.7333 0.7471 0.3845 1.223938 1.221412
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.851178 1.491841 -0.646425 -0.605713 -0.487480 0.616752 0.548918 2.548471 0.0286 0.0264 0.0011 nan nan
2459843 digital_ok 0.00% 1.20% 0.66% 0.00% 15.22% 0.00% -0.099326 -0.083000 -0.104487 -1.180743 -0.425228 -0.717205 0.165685 1.074758 0.7444 0.7504 0.3961 1.758557 1.640010
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.281035 0.591579 0.576251 0.438472 -0.325734 0.995288 -0.130229 0.317509 0.7648 0.6945 0.2470 2.202509 2.134373
2459841 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.021521 0.374743 -0.274934 -0.644139 -0.949728 0.434897 0.606269 1.368514 0.0283 0.0269 0.0013 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 335.981025 169.197096 121.036866 54.694165 1639.914237 305.932091 3819.395527 852.414096 0.0207 0.0172 0.0021 nan nan
2459839 digital_ok 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.293841 -0.811562 -0.265738 -0.675083 -0.929714 -0.584628 -0.540672 0.920113 0.7642 0.7299 0.3893 2.418838 2.142951
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0394 0.0706 0.0094 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.284801 -0.557182 -0.117510 0.787945 0.822232 0.393600 5.678911 4.989273 0.0388 0.0709 0.0093 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.094689 -0.522170 0.114123 -0.115170 3.700766 3.507707 6.465173 8.586355 0.0331 0.0379 0.0046 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.523124 -0.688895 -0.551055 -0.868038 -1.557011 0.632228 -0.334033 2.154181 0.8129 0.5636 0.5675 1.813805 1.737863
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.337680 0.286988 -0.896102 -0.873271 -0.004178 -0.233583 0.420249 1.461535 0.0267 0.0256 0.0019 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 2.63% 0.00% 0.114572 0.010609 -0.277978 -0.569982 -1.247299 -0.269946 0.318285 1.189087 0.8105 0.5750 0.5536 1.736995 1.275000
2459829 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.591502 -0.483318 0.374213 -0.833291 -0.778491 0.628998 -0.292609 2.866453 0.7653 0.6927 0.4055 0.999127 0.865650
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 100.00% 0.637727 -0.401309 0.164774 -0.822043 -0.636341 -0.125017 0.295332 1.259164 0.8075 0.5831 0.5343 0.000000 0.000000
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.586790 -0.025917 0.022723 -0.846513 -1.204998 -0.092183 0.672837 2.061765 0.7749 0.7009 0.4030 0.000000 0.000000
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 84.21% 0.00% 0.568436 0.044568 -0.131778 -0.771030 -1.227215 -0.315620 -0.274563 1.682189 0.8084 0.6076 0.4986 0.000000 0.000000
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.343298 -0.307203 0.020743 -0.395088 -0.680691 -0.564057 0.289178 1.276085 0.8080 0.6202 0.4989 1.565560 1.155008
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.596406 -0.473334 0.152126 -0.531261 0.826571 2.250334 4.494332 6.968808 0.7451 0.7568 0.3542 5.684988 6.577228
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.504561 -0.105032 0.014762 -0.412099 -0.282217 1.130897 -0.089241 1.512185 0.7796 0.6698 0.4482 2.647421 2.889904
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.363027 -0.119315 0.168969 -0.899812 -0.654998 -0.151487 0.640295 -0.023948 0.8156 0.6462 0.4920 2.147480 1.705858
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.330260 -0.469068 0.009171 -0.968885 0.636495 1.059377 -0.168030 1.948510 0.8018 0.6447 0.4952 2.030322 1.853633
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.53% 0.476826 0.155311 -0.020548 -0.925102 -0.504354 1.006042 -0.721900 0.553495 0.7864 0.6999 0.4072 2.197759 1.964650
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.378260 -0.550673 0.005525 -0.876032 0.000503 -0.766229 0.711787 0.716658 0.8089 0.6749 0.4892 2.192128 2.086517
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.791655 -0.022235 0.015823 -0.230319 -0.026581 1.769969 -0.228758 3.151570 0.8476 0.6184 0.5720 2.005463 1.658412
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.253947 -0.306894 -0.028162 -0.293744 -0.494246 -0.715435 -0.085276 2.316710 0.8001 0.6802 0.5042 2.224198 2.052190
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.53% 0.712882 1.168031 0.009962 -0.929585 0.463851 0.218777 -0.440206 1.787300 0.7971 0.7092 0.4136 2.396780 1.978120

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 163: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Power 2.419664 -0.326955 -0.480861 -1.495943 2.419664 0.574635 -0.025458 -0.371190 -0.150388

Antenna 163: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Shape 11.016237 11.016237 9.453302 9.853593 9.057826 2.886142 2.178396 1.252467 0.669310

Antenna 163: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.251186 -0.083393 -0.400415 0.041408 0.078519 0.054936 -0.661451 2.251186 0.830975

Antenna 163: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 0.887606 -0.631160 -1.210741 -0.679964 0.433922 -1.368224 0.015492 -0.315683 0.887606

Antenna 163: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.782955 -1.044977 0.180134 0.376014 -0.842020 -0.346623 -1.230433 1.782955 0.254932

Antenna 163: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.737396 -1.054327 0.215511 0.016652 -0.857043 -0.470932 -1.207178 1.737396 -0.225603

Antenna 163: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.159505 -0.634157 0.189152 0.062871 -0.813759 0.363817 -1.102587 2.159505 0.292869

Antenna 163: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok ee Shape 0.003441 0.003441 -0.276000 -0.549055 -0.073871 -1.747458 -0.213021 -0.752996 -0.245614

Antenna 163: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.912664 0.746452 -0.247193 -0.668201 0.351970 -0.341454 1.875518 0.142539 1.912664

Antenna 163: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.146959 0.396922 -0.527392 -0.791723 0.264578 -1.095466 -0.012005 0.062480 2.146959

Antenna 163: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 0.712714 0.515232 -0.447375 -0.230918 0.242921 -1.435706 -0.156896 -0.516780 0.712714

Antenna 163: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 0.824869 -0.141019 0.500240 -0.692029 -0.004908 0.439501 -1.547914 0.824869 -0.498763

Antenna 163: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok ee Temporal Discontinuties 5.277629 0.354283 0.477475 -0.797848 -0.027877 0.962994 0.134910 4.373523 5.277629

Antenna 163: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.642427 1.255008 0.109983 0.419487 -0.869708 -0.822403 0.485884 -0.202431 1.642427

Antenna 163: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 0.945489 0.273222 0.781907 -0.572595 0.692061 -0.329542 -1.294675 0.945489 0.030173

Antenna 163: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.548471 0.851178 1.491841 -0.646425 -0.605713 -0.487480 0.616752 0.548918 2.548471

Antenna 163: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.074758 -0.083000 -0.099326 -1.180743 -0.104487 -0.717205 -0.425228 1.074758 0.165685

Antenna 163: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Variability 0.995288 -0.281035 0.591579 0.576251 0.438472 -0.325734 0.995288 -0.130229 0.317509

Antenna 163: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.368514 -0.021521 0.374743 -0.274934 -0.644139 -0.949728 0.434897 0.606269 1.368514

Antenna 163: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok ee Temporal Discontinuties 3819.395527 335.981025 169.197096 121.036866 54.694165 1639.914237 305.932091 3819.395527 852.414096

Antenna 163: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 163: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 0.920113 -0.811562 -0.293841 -0.675083 -0.265738 -0.584628 -0.929714 0.920113 -0.540672

Antenna 163: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok ee Temporal Discontinuties 5.678911 -0.557182 -1.284801 0.787945 -0.117510 0.393600 0.822232 4.989273 5.678911

Antenna 163: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 8.586355 -0.522170 -0.094689 -0.115170 0.114123 3.507707 3.700766 8.586355 6.465173

Antenna 163: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.154181 0.523124 -0.688895 -0.551055 -0.868038 -1.557011 0.632228 -0.334033 2.154181

Antenna 163: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.461535 0.337680 0.286988 -0.896102 -0.873271 -0.004178 -0.233583 0.420249 1.461535

Antenna 163: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.189087 0.114572 0.010609 -0.277978 -0.569982 -1.247299 -0.269946 0.318285 1.189087

Antenna 163: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.866453 -0.483318 0.591502 -0.833291 0.374213 0.628998 -0.778491 2.866453 -0.292609

Antenna 163: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.259164 -0.401309 0.637727 -0.822043 0.164774 -0.125017 -0.636341 1.259164 0.295332

Antenna 163: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.061765 0.586790 -0.025917 0.022723 -0.846513 -1.204998 -0.092183 0.672837 2.061765

Antenna 163: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.682189 0.044568 0.568436 -0.771030 -0.131778 -0.315620 -1.227215 1.682189 -0.274563

Antenna 163: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.276085 -0.307203 0.343298 -0.395088 0.020743 -0.564057 -0.680691 1.276085 0.289178

Antenna 163: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 6.968808 0.596406 -0.473334 0.152126 -0.531261 0.826571 2.250334 4.494332 6.968808

Antenna 163: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.512185 -0.105032 0.504561 -0.412099 0.014762 1.130897 -0.282217 1.512185 -0.089241

Antenna 163: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok ee Temporal Discontinuties 0.640295 0.363027 -0.119315 0.168969 -0.899812 -0.654998 -0.151487 0.640295 -0.023948

Antenna 163: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.948510 -0.469068 0.330260 -0.968885 0.009171 1.059377 0.636495 1.948510 -0.168030

Antenna 163: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Variability 1.006042 0.476826 0.155311 -0.020548 -0.925102 -0.504354 1.006042 -0.721900 0.553495

Antenna 163: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 0.716658 0.378260 -0.550673 0.005525 -0.876032 0.000503 -0.766229 0.711787 0.716658

Antenna 163: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 3.151570 -0.022235 0.791655 -0.230319 0.015823 1.769969 -0.026581 3.151570 -0.228758

Antenna 163: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 2.316710 -0.306894 0.253947 -0.293744 -0.028162 -0.715435 -0.494246 2.316710 -0.085276

Antenna 163: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 163: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Discontinuties 1.787300 1.168031 0.712882 -0.929585 0.009962 0.218777 0.463851 1.787300 -0.440206
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